Autonomous Business Researcher

Autonomous Business Researcher: practical plan

Continuous research design

Research scope

Track customer demand, competitor launches, channel changes, pricing, regulation, partnerships and macro signals relevant to Nordic expansion. Define countries and product segments explicitly.

Source plan

Prioritize official statistics, regulator publications, company announcements, product pages, job postings, customer interviews and reputable industry reports. Record source, date, methodology and geographic coverage.

Monitoring logic

Cluster duplicates, detect material changes and compare with prior periods. Separate new facts from repeated coverage. Flag source changes and corrections.

Brief format

Executive summary, key changes, evidence links, confidence, competing explanations, business implication, open questions and owner.

Human review

A market lead verifies material claims and decides whether to act. The system must not initiate outreach, spend or market entry.

Controls

Respect access terms, avoid restricted scraping, minimize personal data and preserve a source log. Measure false alerts, missed changes and decision usefulness.

Measurement and review

Record the baseline, source, date range, denominator and owner. Use one primary measure plus quality guardrails; compare like-for-like cohorts and disclose missing data. Treat estimates as scenarios, not observed outcomes.

Risks and controls

Check relevance, consent, disclosure, workload and downside before scaling. Keep an evidence trail, obtain human review for material commitments, and pause if trust, quality or compliance signals deteriorate.

Next steps

1. Confirm the goal, audience and available capacity.
2. Gather the minimum evidence for a first test.
3. Assign an owner, budget and review date.
4. Run a small pilot, record outcomes and decide whether to iterate, expand or stop.